A major software enterprise recently introduced a specialized cybersecurity training program for its third-party software vendors. The company's executive board claims that because vendors who voluntarily completed the training during its pilot phase experienced a 40 percent drop in data breach incidents compared to their pre-training levels, mandating the training for all remaining vendors will significantly reduce the enterprise's overall exposure to third-party data breaches.
Which of the following is an assumption on which the executive board's claim depends?
- The vendors who voluntarily completed the training during the pilot phase were not inherently better equipped to implement security improvements than the remaining vendors.Cevap
- BData breach incidents caused by third-party vendors represent the single largest operational risk to the software enterprise's annual revenue.
- CThe financial cost to third-party vendors of completing the cybersecurity training is lower than the expected cost of remediating a data breach.
- DMandating compliance with standardized cybersecurity training typically causes vendors to focus on passing audits rather than addressing novel security threats.
- ECompleting the cybersecurity training program is sufficient to eliminate all third-party data breaches for any vendor that undergoes the instruction.
Cevap
The argument depends on assuming that the vendors who voluntarily participated in the pilot program were not fundamentally better suited to benefit from the training than the non-pilot vendors.
The conclusion relies on generalizing the success of a voluntary pilot program to all remaining vendors. For this generalization to hold, the pilot participants must be representative of the whole population in their ability to translate the training into breach reductions. The correct choice addresses this self-selection gap: if the pilot vendors were inherently more capable of improving security, the remaining vendors would not achieve similar results, invalidating the executive board's expectation.
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Identifying Unstated Assumptions (Selection Bias & Sample Representativeness)